├── README.md ├── datasets ├── .DS_Store ├── tasks │ ├── .DS_Store │ ├── ambignq │ │ ├── .DS_Store │ │ ├── dev.json │ │ ├── dev.jsonl │ │ ├── dev_re.jsonl │ │ ├── train.json │ │ └── train.jsonl │ ├── data │ │ ├── .DS_Store │ │ ├── hotpot_dev_v1_simplified.json │ │ ├── hotpot_test_v1_simplified.json │ │ ├── hotpot_train_v1_simplified.json │ │ └── paper_dev.jsonl │ ├── mmlu │ │ ├── calib_tools.py │ │ ├── categories.py │ │ ├── crop.py │ │ ├── evaluate.py │ │ ├── evaluate_flan.py │ │ ├── humanities-test-add.jsonl │ │ ├── humanities-test.jsonl │ │ ├── humanities-train-add.jsonl │ │ ├── humanities-train.jsonl │ │ ├── other-test-add.jsonl │ │ ├── other-test.jsonl │ │ ├── other-train-add.jsonl │ │ ├── other-train.jsonl │ │ ├── socialsciences-test-add.jsonl │ │ ├── socialsciences-test.jsonl │ │ ├── socialsciences-train-add.jsonl │ │ ├── socialsciences-train.jsonl │ │ ├── splitdata.py │ │ ├── stem-test-add.jsonl │ │ ├── stem-test.jsonl │ │ ├── stem-train-add.jsonl │ │ ├── stem-train.jsonl │ │ └── test_calibration.py │ └── popqa │ │ ├── pre-pop.ipynb │ │ ├── test.jsonl │ │ └── train.jsonl └── warmup │ ├── .DS_Store │ └── warmup_data.md ├── examples ├── epoch_20_test_split_predictions.json └── run_eg.sh ├── generate ├── bing.py ├── bing_utils │ ├── .DS_Store │ ├── bing.py │ └── bm25skl.py ├── bingenv.py ├── evaluation.py ├── inference.py ├── inprompts │ ├── .DS_Store │ ├── myprompt.jsonl │ └── regular.jsonl ├── interllama.py ├── main-0420.py ├── main-0514.py ├── main-llama.py └── wikienv.py ├── overview.png ├── result_models └── README.md └── rl ├── RL4LMs ├── rl4lms │ ├── .DS_Store │ ├── __init__.py │ ├── algorithms │ │ ├── a2c │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ └── a2c.cpython-38.pyc │ │ │ └── a2c.py │ │ ├── common │ │ │ ├── __pycache__ │ │ │ │ └── algo_utils.cpython-38.pyc │ │ │ ├── algo_utils.py │ │ │ └── maskable │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── buffers.cpython-38.pyc │ │ │ │ ├── distributions.cpython-38.pyc │ │ │ │ ├── logits_processor.cpython-38.pyc │ │ │ │ ├── policies.cpython-38.pyc │ │ │ │ └── utils.cpython-38.pyc │ │ │ │ ├── buffers.py │ │ │ │ ├── callbacks.py │ │ │ │ ├── distributions.py │ │ │ │ ├── evaluation.py │ │ │ │ ├── logits_processor.py │ │ │ │ ├── policies.py │ │ │ │ └── utils.py │ │ ├── nlpo │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── nlpo.cpython-38.pyc │ │ │ │ └── policies.cpython-38.pyc │ │ │ ├── nlpo.py │ │ │ └── policies.py │ │ ├── ppo │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ └── ppo.cpython-38.pyc │ │ │ └── ppo.py │ │ └── trpo │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── policies.cpython-38.pyc │ │ │ └── trpo.cpython-38.pyc │ │ │ ├── policies.py │ │ │ └── trpo.py │ ├── core_components │ │ ├── .DS_Store │ │ ├── __init__.py │ │ ├── sampler.py │ │ └── sweep.py │ ├── data_pools │ │ ├── .DS_Store │ │ ├── __init__.py │ │ ├── custom_text_generation_pools.py │ │ ├── task_utils │ │ │ └── totto │ │ │ │ ├── __pycache__ │ │ │ │ └── preprocess_utils.cpython-38.pyc │ │ │ │ ├── eval_utils │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── mosesdecoder │ │ │ │ │ └── scripts │ │ │ │ │ │ └── tokenizer │ │ │ │ │ │ └── detokenizer.perl │ │ │ │ ├── prepare_predictions_for_eval.py │ │ │ │ ├── prepare_references_for_eval.py │ │ │ │ ├── table_to_text_utils.py │ │ │ │ ├── totto_bleu_eval.sh │ │ │ │ ├── totto_parent_eval.py │ │ │ │ └── totto_parent_eval.sh │ │ │ │ └── preprocess_utils.py │ │ └── text_generation_pool.py │ └── envs │ │ ├── .DS_Store │ │ ├── __init__.py │ │ ├── common │ │ ├── __init__.py │ │ ├── action_space.py │ │ ├── base_env.py │ │ ├── observation.py │ │ └── reward.py │ │ └── text_generation │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── alg_wrappers.cpython-38.pyc │ │ ├── bing.cpython-38.pyc │ │ ├── bingenv.cpython-38.pyc │ │ ├── choiceeval.cpython-38.pyc │ │ ├── env.cpython-38.pyc │ │ ├── evaluation_utils.cpython-38.pyc │ │ ├── hf_generation_utils.cpython-38.pyc │ │ ├── kl_controllers.cpython-38.pyc │ │ ├── llm_utils.cpython-38.pyc │ │ ├── logging_utils.cpython-38.pyc │ │ ├── metric.cpython-38.pyc │ │ ├── myevaluation.cpython-36.pyc │ │ ├── myevaluation.cpython-38.pyc │ │ ├── observation.cpython-38.pyc │ │ ├── post_processors.cpython-38.pyc │ │ ├── preference_reward.cpython-38.pyc │ │ ├── registry.cpython-38.pyc │ │ ├── reward.cpython-38.pyc │ │ ├── test_datapool.cpython-38.pyc │ │ ├── test_metric.cpython-38.pyc │ │ ├── test_reward.cpython-38.pyc │ │ ├── training_utils.cpython-38.pyc │ │ ├── utils_supervised.cpython-38.pyc │ │ ├── vicuna_utils.cpython-38.pyc │ │ ├── warm_start.cpython-38.pyc │ │ └── wikienv.cpython-38.pyc │ │ ├── alg_wrappers.py │ │ ├── bing.py │ │ ├── bing_utils │ │ ├── __pycache__ │ │ │ ├── bing.cpython-38.pyc │ │ │ └── bm25skl.cpython-38.pyc │ │ ├── bing.log │ │ ├── bing.py │ │ ├── bing_more.log │ │ └── bm25skl.py │ │ ├── bingenv.py │ │ ├── bingenv_march.py │ │ ├── caption_metrics │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ └── cider.cpython-38.pyc │ │ ├── cider.py │ │ └── spice │ │ │ ├── Readme.txt │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ └── spice.cpython-38.pyc │ │ │ ├── get_stanford_models.sh │ │ │ ├── lib │ │ │ ├── Meteor-1.5.jar │ │ │ ├── SceneGraphParser-1.0.jar │ │ │ ├── ejml-0.23.jar │ │ │ ├── fst-2.47.jar │ │ │ ├── guava-19.0.jar │ │ │ ├── hamcrest-core-1.3.jar │ │ │ ├── jackson-core-2.5.3.jar │ │ │ ├── javassist-3.19.0-GA.jar │ │ │ ├── json-simple-1.1.1.jar │ │ │ ├── junit-4.12.jar │ │ │ ├── lmdbjni-0.4.6.jar │ │ │ ├── lmdbjni-linux64-0.4.6.jar │ │ │ ├── lmdbjni-osx64-0.4.6.jar │ │ │ ├── lmdbjni-win64-0.4.6.jar │ │ │ ├── objenesis-2.4.jar │ │ │ ├── slf4j-api-1.7.12.jar │ │ │ └── slf4j-simple-1.7.21.jar │ │ │ ├── spice-1.0.jar │ │ │ └── spice.py │ │ ├── choiceeval.py │ │ ├── env.py │ │ ├── evaluation_utils.py │ │ ├── hf_generation_utils.py │ │ ├── kl_controllers.py │ │ ├── llm_utils.py │ │ ├── logging_utils.py │ │ ├── metric.py │ │ ├── myevaluation.py │ │ ├── observation.py │ │ ├── policy.py │ │ ├── policy │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── base_policy.cpython-38.pyc │ │ │ ├── causal_policy.cpython-38.pyc │ │ │ └── seq2seq_policy.cpython-38.pyc │ │ ├── base_policy.py │ │ ├── causal_policy.py │ │ └── seq2seq_policy.py │ │ ├── post_processors.py │ │ ├── preference_reward.py │ │ ├── registry.py │ │ ├── reward.py │ │ ├── summ_metrics │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ └── summa_c.cpython-38.pyc │ │ └── summa_c.py │ │ ├── test_datapool.py │ │ ├── test_metric.py │ │ ├── test_reward.py │ │ ├── training_utils.py │ │ ├── transformersllm │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── activations.cpython-38.pyc │ │ │ ├── configuration_utils.cpython-38.pyc │ │ │ ├── convert_slow_tokenizer.cpython-38.pyc │ │ │ ├── debug_utils.cpython-38.pyc │ │ │ ├── deepspeed.cpython-38.pyc │ │ │ ├── dependency_versions_check.cpython-36.pyc │ │ │ ├── dependency_versions_check.cpython-38.pyc │ │ │ ├── dependency_versions_table.cpython-36.pyc │ │ │ ├── dependency_versions_table.cpython-38.pyc │ │ │ ├── dynamic_module_utils.cpython-38.pyc │ │ │ ├── file_utils.cpython-38.pyc │ │ │ ├── hf_argparser.cpython-38.pyc │ │ │ ├── integrations.cpython-38.pyc │ │ │ ├── modelcard.cpython-38.pyc │ │ │ ├── modeling_outputs.cpython-38.pyc │ │ │ ├── modeling_utils.cpython-38.pyc │ │ │ ├── optimization.cpython-38.pyc │ │ │ ├── pytorch_utils.cpython-38.pyc │ │ │ ├── tokenization_utils.cpython-38.pyc │ │ │ ├── tokenization_utils_base.cpython-38.pyc │ │ │ ├── tokenization_utils_fast.cpython-38.pyc │ │ │ ├── trainer.cpython-38.pyc │ │ │ ├── trainer_callback.cpython-38.pyc │ │ │ ├── trainer_pt_utils.cpython-38.pyc │ │ │ ├── trainer_utils.cpython-38.pyc │ │ │ └── training_args.cpython-38.pyc │ │ ├── activations.py │ │ ├── activations_tf.py │ │ ├── audio_utils.py │ │ ├── benchmark │ │ │ ├── __init__.py │ │ │ ├── benchmark.py │ │ │ ├── benchmark_args.py │ │ │ ├── benchmark_args_tf.py │ │ │ ├── benchmark_args_utils.py │ │ │ ├── benchmark_tf.py │ │ │ └── benchmark_utils.py │ │ ├── commands │ │ │ ├── __init__.py │ │ │ ├── add_new_model.py │ │ │ ├── add_new_model_like.py │ │ │ ├── convert.py │ │ │ ├── download.py │ │ │ ├── env.py │ │ │ ├── lfs.py │ │ │ ├── pt_to_tf.py │ │ │ ├── run.py │ │ │ ├── serving.py │ │ │ ├── train.py │ │ │ ├── transformers_cli.py │ │ │ └── user.py │ │ ├── configuration_utils.py │ │ ├── convert_graph_to_onnx.py │ │ ├── convert_pytorch_checkpoint_to_tf2.py │ │ ├── convert_slow_tokenizer.py │ │ ├── convert_slow_tokenizers_checkpoints_to_fast.py │ │ ├── convert_tf_hub_seq_to_seq_bert_to_pytorch.py │ │ ├── data │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ └── data_collator.cpython-38.pyc │ │ │ ├── data_collator.py │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ ├── glue.py │ │ │ │ ├── language_modeling.py │ │ │ │ └── squad.py │ │ │ ├── metrics │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── squad_metrics.py │ │ │ ├── processors │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── glue.cpython-38.pyc │ │ │ │ │ ├── squad.cpython-38.pyc │ │ │ │ │ ├── utils.cpython-38.pyc │ │ │ │ │ └── xnli.cpython-38.pyc │ │ │ │ ├── glue.py │ │ │ │ ├── squad.py │ │ │ │ ├── utils.py │ │ │ │ └── xnli.py │ │ │ └── test_generation_utils.py │ │ ├── debug_utils.py │ │ ├── deepspeed.py │ │ ├── dependency_versions_check.py │ │ ├── dependency_versions_table.py │ │ ├── dynamic_module_utils.py │ │ ├── feature_extraction_sequence_utils.py │ │ ├── feature_extraction_utils.py │ │ ├── file_utils.py │ │ ├── generation │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── beam_constraints.cpython-38.pyc │ │ │ │ ├── beam_search.cpython-38.pyc │ │ │ │ ├── configuration_utils.cpython-38.pyc │ │ │ │ ├── logits_process.cpython-38.pyc │ │ │ │ ├── stopping_criteria.cpython-38.pyc │ │ │ │ └── utils.cpython-38.pyc │ │ │ ├── beam_constraints.py │ │ │ ├── beam_search.py │ │ │ ├── configuration_utils.py │ │ │ ├── flax_logits_process.py │ │ │ ├── flax_utils.py │ │ │ ├── logits_process.py │ │ │ ├── stopping_criteria.py │ │ │ ├── streamers.py │ │ │ ├── tf_logits_process.py │ │ │ ├── tf_utils.py │ │ │ └── utils.py │ │ ├── generation_flax_utils.py │ │ ├── generation_tf_utils.py │ │ ├── generation_utils.py │ │ ├── hf_argparser.py │ │ ├── image_processing_utils.py │ │ ├── image_transforms.py │ │ ├── image_utils.py │ │ ├── integrations.py │ │ ├── keras_callbacks.py │ │ ├── modelcard.py │ │ ├── modeling_flax_outputs.py │ │ ├── modeling_flax_pytorch_utils.py │ │ ├── modeling_flax_utils.py │ │ ├── modeling_outputs.py │ │ ├── modeling_tf_outputs.py │ │ ├── modeling_tf_pytorch_utils.py │ │ ├── modeling_tf_utils.py │ │ ├── modeling_utils.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ ├── albert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_albert.py │ │ │ │ ├── convert_albert_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_albert.py │ │ │ │ ├── modeling_flax_albert.py │ │ │ │ ├── modeling_tf_albert.py │ │ │ │ ├── tokenization_albert.py │ │ │ │ └── tokenization_albert_fast.py │ │ │ ├── align │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_align.py │ │ │ │ ├── convert_align_tf_to_hf.py │ │ │ │ ├── modeling_align.py │ │ │ │ └── processing_align.py │ │ │ ├── altclip │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_altclip.py │ │ │ │ ├── modeling_altclip.py │ │ │ │ └── processing_altclip.py │ │ │ ├── audio_spectrogram_transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_audio_spectrogram_transformer.py │ │ │ │ ├── convert_audio_spectrogram_transformer_original_to_pytorch.py │ │ │ │ ├── feature_extraction_audio_spectrogram_transformer.py │ │ │ │ └── modeling_audio_spectrogram_transformer.py │ │ │ ├── auto │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── auto_factory.cpython-38.pyc │ │ │ │ │ ├── configuration_auto.cpython-38.pyc │ │ │ │ │ ├── modeling_auto.cpython-38.pyc │ │ │ │ │ └── tokenization_auto.cpython-38.pyc │ │ │ │ ├── auto_factory.py │ │ │ │ ├── configuration_auto.py │ │ │ │ ├── feature_extraction_auto.py │ │ │ │ ├── image_processing_auto.py │ │ │ │ ├── modeling_auto.py │ │ │ │ ├── modeling_flax_auto.py │ │ │ │ ├── modeling_tf_auto.py │ │ │ │ ├── processing_auto.py │ │ │ │ └── tokenization_auto.py │ │ │ ├── bart │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── configuration_bart.cpython-38.pyc │ │ │ │ │ ├── modeling_bart.cpython-38.pyc │ │ │ │ │ └── tokenization_bart.cpython-38.pyc │ │ │ │ ├── configuration_bart.py │ │ │ │ ├── convert_bart_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_bart.py │ │ │ │ ├── modeling_flax_bart.py │ │ │ │ ├── modeling_tf_bart.py │ │ │ │ ├── tokenization_bart.py │ │ │ │ └── tokenization_bart_fast.py │ │ │ ├── barthez │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── tokenization_barthez.py │ │ │ │ └── tokenization_barthez_fast.py │ │ │ ├── bartpho │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── tokenization_bartpho.py │ │ │ ├── beit │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_beit.py │ │ │ │ ├── convert_beit_unilm_to_pytorch.py │ │ │ │ ├── feature_extraction_beit.py │ │ │ │ ├── image_processing_beit.py │ │ │ │ ├── modeling_beit.py │ │ │ │ └── modeling_flax_beit.py │ │ │ ├── bert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── configuration_bert.cpython-38.pyc │ │ │ │ │ ├── tokenization_bert.cpython-38.pyc │ │ │ │ │ └── tokenization_bert_fast.cpython-38.pyc │ │ │ │ ├── configuration_bert.py │ │ │ │ ├── convert_bert_original_tf2_checkpoint_to_pytorch.py │ │ │ │ ├── convert_bert_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── convert_bert_pytorch_checkpoint_to_original_tf.py │ │ │ │ ├── convert_bert_token_dropping_original_tf2_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_bert.py │ │ │ │ ├── modeling_flax_bert.py │ │ │ │ ├── modeling_tf_bert.py │ │ │ │ ├── tokenization_bert.py │ │ │ │ ├── tokenization_bert_fast.py │ │ │ │ └── tokenization_bert_tf.py │ │ │ ├── bert_generation │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_bert_generation.cpython-38.pyc │ │ │ │ ├── configuration_bert_generation.py │ │ │ │ ├── modeling_bert_generation.py │ │ │ │ └── tokenization_bert_generation.py │ │ │ ├── bert_japanese │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── tokenization_bert_japanese.py │ │ │ ├── bertweet │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── tokenization_bertweet.py │ │ │ ├── big_bird │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_big_bird.cpython-38.pyc │ │ │ │ ├── configuration_big_bird.py │ │ │ │ ├── convert_bigbird_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_big_bird.py │ │ │ │ ├── modeling_flax_big_bird.py │ │ │ │ ├── tokenization_big_bird.py │ │ │ │ └── tokenization_big_bird_fast.py │ │ │ ├── bigbird_pegasus │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_bigbird_pegasus.cpython-38.pyc │ │ │ │ ├── configuration_bigbird_pegasus.py │ │ │ │ ├── convert_bigbird_pegasus_tf_to_pytorch.py │ │ │ │ └── modeling_bigbird_pegasus.py │ │ │ ├── biogpt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_biogpt.cpython-38.pyc │ │ │ │ ├── configuration_biogpt.py │ │ │ │ ├── convert_biogpt_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_biogpt.py │ │ │ │ └── tokenization_biogpt.py │ │ │ ├── bit │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_bit.py │ │ │ │ ├── convert_bit_to_pytorch.py │ │ │ │ ├── image_processing_bit.py │ │ │ │ └── modeling_bit.py │ │ │ ├── blenderbot │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_blenderbot.cpython-38.pyc │ │ │ │ ├── configuration_blenderbot.py │ │ │ │ ├── convert_blenderbot_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_blenderbot.py │ │ │ │ ├── modeling_flax_blenderbot.py │ │ │ │ ├── modeling_tf_blenderbot.py │ │ │ │ ├── tokenization_blenderbot.py │ │ │ │ └── tokenization_blenderbot_fast.py │ │ │ ├── blenderbot_small │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_blenderbot_small.cpython-38.pyc │ │ │ │ ├── configuration_blenderbot_small.py │ │ │ │ ├── modeling_blenderbot_small.py │ │ │ │ ├── modeling_flax_blenderbot_small.py │ │ │ │ ├── modeling_tf_blenderbot_small.py │ │ │ │ ├── tokenization_blenderbot_small.py │ │ │ │ └── tokenization_blenderbot_small_fast.py │ │ │ ├── blip │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_blip.py │ │ │ │ ├── convert_blip_original_pytorch_to_hf.py │ │ │ │ ├── image_processing_blip.py │ │ │ │ ├── modeling_blip.py │ │ │ │ ├── modeling_blip_text.py │ │ │ │ └── processing_blip.py │ │ │ ├── blip_2 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_blip_2.py │ │ │ │ ├── convert_blip_2_original_to_pytorch.py │ │ │ │ ├── modeling_blip_2.py │ │ │ │ └── processing_blip_2.py │ │ │ ├── bloom │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_bloom.cpython-38.pyc │ │ │ │ ├── configuration_bloom.py │ │ │ │ ├── convert_bloom_original_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_bloom.py │ │ │ │ └── tokenization_bloom_fast.py │ │ │ ├── bort │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── convert_bort_original_gluonnlp_checkpoint_to_pytorch.py │ │ │ ├── bridgetower │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_bridgetower.py │ │ │ │ ├── image_processing_bridgetower.py │ │ │ │ ├── modeling_bridgetower.py │ │ │ │ └── processing_bridgetower.py │ │ │ ├── byt5 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── convert_byt5_original_tf_checkpoint_to_pytorch.py │ │ │ │ └── tokenization_byt5.py │ │ │ ├── camembert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_camembert.cpython-38.pyc │ │ │ │ ├── configuration_camembert.py │ │ │ │ ├── modeling_camembert.py │ │ │ │ ├── modeling_tf_camembert.py │ │ │ │ ├── tokenization_camembert.py │ │ │ │ └── tokenization_camembert_fast.py │ │ │ ├── canine │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_canine.py │ │ │ │ ├── convert_canine_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_canine.py │ │ │ │ └── tokenization_canine.py │ │ │ ├── chinese_clip │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_chinese_clip.py │ │ │ │ ├── convert_chinese_clip_original_pytorch_to_hf.py │ │ │ │ ├── feature_extraction_chinese_clip.py │ │ │ │ ├── image_processing_chinese_clip.py │ │ │ │ ├── modeling_chinese_clip.py │ │ │ │ └── processing_chinese_clip.py │ │ │ ├── clap │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_clap.py │ │ │ │ ├── convert_clap_original_pytorch_to_hf.py │ │ │ │ ├── feature_extraction_clap.py │ │ │ │ ├── modeling_clap.py │ │ │ │ └── processing_clap.py │ │ │ ├── clip │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_clip.py │ │ │ │ ├── convert_clip_original_pytorch_to_hf.py │ │ │ │ ├── feature_extraction_clip.py │ │ │ │ ├── image_processing_clip.py │ │ │ │ ├── modeling_clip.py │ │ │ │ ├── modeling_flax_clip.py │ │ │ │ ├── modeling_tf_clip.py │ │ │ │ ├── processing_clip.py │ │ │ │ ├── tokenization_clip.py │ │ │ │ └── tokenization_clip_fast.py │ │ │ ├── clipseg │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_clipseg.py │ │ │ │ ├── convert_clipseg_original_pytorch_to_hf.py │ │ │ │ ├── modeling_clipseg.py │ │ │ │ └── processing_clipseg.py │ │ │ ├── codegen │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_codegen.cpython-38.pyc │ │ │ │ ├── configuration_codegen.py │ │ │ │ ├── modeling_codegen.py │ │ │ │ ├── tokenization_codegen.py │ │ │ │ └── tokenization_codegen_fast.py │ │ │ ├── conditional_detr │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_conditional_detr.py │ │ │ │ ├── convert_conditional_detr_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── feature_extraction_conditional_detr.py │ │ │ │ ├── image_processing_conditional_detr.py │ │ │ │ └── modeling_conditional_detr.py │ │ │ ├── convbert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_convbert.py │ │ │ │ ├── convert_convbert_original_tf1_checkpoint_to_pytorch_and_tf2.py │ │ │ │ ├── modeling_convbert.py │ │ │ │ ├── modeling_tf_convbert.py │ │ │ │ ├── tokenization_convbert.py │ │ │ │ └── tokenization_convbert_fast.py │ │ │ ├── convnext │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_convnext.py │ │ │ │ ├── convert_convnext_to_pytorch.py │ │ │ │ ├── feature_extraction_convnext.py │ │ │ │ ├── image_processing_convnext.py │ │ │ │ ├── modeling_convnext.py │ │ │ │ └── modeling_tf_convnext.py │ │ │ ├── convnextv2 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_convnextv2.py │ │ │ │ ├── convert_convnextv2_to_pytorch.py │ │ │ │ └── modeling_convnextv2.py │ │ │ ├── cpm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── tokenization_cpm.py │ │ │ │ └── tokenization_cpm_fast.py │ │ │ ├── ctrl │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_ctrl.cpython-38.pyc │ │ │ │ ├── configuration_ctrl.py │ │ │ │ ├── modeling_ctrl.py │ │ │ │ ├── modeling_tf_ctrl.py │ │ │ │ └── tokenization_ctrl.py │ │ │ ├── cvt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_cvt.py │ │ │ │ ├── convert_cvt_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_cvt.py │ │ │ │ └── modeling_tf_cvt.py │ │ │ ├── data2vec │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_data2vec_text.cpython-38.pyc │ │ │ │ ├── configuration_data2vec_audio.py │ │ │ │ ├── configuration_data2vec_text.py │ │ │ │ ├── configuration_data2vec_vision.py │ │ │ │ ├── convert_data2vec_audio_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── convert_data2vec_text_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── convert_data2vec_vision_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_data2vec_audio.py │ │ │ │ ├── modeling_data2vec_text.py │ │ │ │ ├── modeling_data2vec_vision.py │ │ │ │ └── modeling_tf_data2vec_vision.py │ │ │ ├── deberta │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_deberta.py │ │ │ │ ├── modeling_deberta.py │ │ │ │ ├── modeling_tf_deberta.py │ │ │ │ ├── tokenization_deberta.py │ │ │ │ └── tokenization_deberta_fast.py │ │ │ ├── deberta_v2 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_deberta_v2.py │ │ │ │ ├── modeling_deberta_v2.py │ │ │ │ ├── modeling_tf_deberta_v2.py │ │ │ │ ├── tokenization_deberta_v2.py │ │ │ │ └── tokenization_deberta_v2_fast.py │ │ │ ├── decision_transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_decision_transformer.py │ │ │ │ └── modeling_decision_transformer.py │ │ │ ├── deformable_detr │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_deformable_detr.py │ │ │ │ ├── convert_deformable_detr_to_pytorch.py │ │ │ │ ├── custom_kernel │ │ │ │ │ ├── cpu │ │ │ │ │ │ ├── ms_deform_attn_cpu.cpp │ │ │ │ │ │ └── ms_deform_attn_cpu.h │ │ │ │ │ ├── cuda │ │ │ │ │ │ ├── ms_deform_attn_cuda.cu │ │ │ │ │ │ ├── ms_deform_attn_cuda.cuh │ │ │ │ │ │ ├── ms_deform_attn_cuda.h │ │ │ │ │ │ └── ms_deform_im2col_cuda.cuh │ │ │ │ │ ├── ms_deform_attn.h │ │ │ │ │ └── vision.cpp │ │ │ │ ├── feature_extraction_deformable_detr.py │ │ │ │ ├── image_processing_deformable_detr.py │ │ │ │ ├── load_custom.py │ │ │ │ └── modeling_deformable_detr.py │ │ │ ├── deit │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_deit.py │ │ │ │ ├── convert_deit_timm_to_pytorch.py │ │ │ │ ├── feature_extraction_deit.py │ │ │ │ ├── image_processing_deit.py │ │ │ │ ├── modeling_deit.py │ │ │ │ └── modeling_tf_deit.py │ │ │ ├── deta │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_deta.py │ │ │ │ ├── convert_deta_resnet_to_pytorch.py │ │ │ │ ├── convert_deta_swin_to_pytorch.py │ │ │ │ ├── image_processing_deta.py │ │ │ │ └── modeling_deta.py │ │ │ ├── detr │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_detr.py │ │ │ │ ├── convert_detr_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── convert_detr_to_pytorch.py │ │ │ │ ├── feature_extraction_detr.py │ │ │ │ ├── image_processing_detr.py │ │ │ │ └── modeling_detr.py │ │ │ ├── dialogpt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── convert_dialogpt_original_pytorch_checkpoint_to_pytorch.py │ │ │ ├── dinat │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_dinat.py │ │ │ │ └── modeling_dinat.py │ │ │ ├── distilbert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_distilbert.py │ │ │ │ ├── modeling_distilbert.py │ │ │ │ ├── modeling_flax_distilbert.py │ │ │ │ ├── modeling_tf_distilbert.py │ │ │ │ ├── tokenization_distilbert.py │ │ │ │ └── tokenization_distilbert_fast.py │ │ │ ├── dit │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── convert_dit_unilm_to_pytorch.py │ │ │ ├── donut │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_donut_swin.py │ │ │ │ ├── convert_donut_to_pytorch.py │ │ │ │ ├── feature_extraction_donut.py │ │ │ │ ├── image_processing_donut.py │ │ │ │ ├── modeling_donut_swin.py │ │ │ │ └── processing_donut.py │ │ │ ├── dpr │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_dpr.py │ │ │ │ ├── convert_dpr_original_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_dpr.py │ │ │ │ ├── modeling_tf_dpr.py │ │ │ │ ├── tokenization_dpr.py │ │ │ │ └── tokenization_dpr_fast.py │ │ │ ├── dpt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_dpt.py │ │ │ │ ├── convert_dpt_hybrid_to_pytorch.py │ │ │ │ ├── convert_dpt_to_pytorch.py │ │ │ │ ├── feature_extraction_dpt.py │ │ │ │ ├── image_processing_dpt.py │ │ │ │ └── modeling_dpt.py │ │ │ ├── efficientformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_efficientformer.py │ │ │ │ ├── convert_efficientformer_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── image_processing_efficientformer.py │ │ │ │ └── modeling_efficientformer.py │ │ │ ├── efficientnet │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_efficientnet.py │ │ │ │ ├── convert_efficientnet_to_pytorch.py │ │ │ │ ├── image_processing_efficientnet.py │ │ │ │ └── modeling_efficientnet.py │ │ │ ├── electra │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_electra.cpython-38.pyc │ │ │ │ ├── configuration_electra.py │ │ │ │ ├── convert_electra_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_electra.py │ │ │ │ ├── modeling_flax_electra.py │ │ │ │ ├── modeling_tf_electra.py │ │ │ │ ├── tokenization_electra.py │ │ │ │ └── tokenization_electra_fast.py │ │ │ ├── encoder_decoder │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_encoder_decoder.cpython-38.pyc │ │ │ │ ├── configuration_encoder_decoder.py │ │ │ │ ├── modeling_encoder_decoder.py │ │ │ │ ├── modeling_flax_encoder_decoder.py │ │ │ │ └── modeling_tf_encoder_decoder.py │ │ │ ├── ernie │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_ernie.cpython-38.pyc │ │ │ │ ├── configuration_ernie.py │ │ │ │ └── modeling_ernie.py │ │ │ ├── ernie_m │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_ernie_m.py │ │ │ │ ├── modeling_ernie_m.py │ │ │ │ └── tokenization_ernie_m.py │ │ │ ├── esm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_esm.py │ │ │ │ ├── convert_esm.py │ │ │ │ ├── modeling_esm.py │ │ │ │ ├── modeling_esmfold.py │ │ │ │ ├── modeling_tf_esm.py │ │ │ │ ├── openfold_utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── chunk_utils.py │ │ │ │ │ ├── data_transforms.py │ │ │ │ │ ├── feats.py │ │ │ │ │ ├── loss.py │ │ │ │ │ ├── protein.py │ │ │ │ │ ├── residue_constants.py │ │ │ │ │ ├── rigid_utils.py │ │ │ │ │ └── tensor_utils.py │ │ │ │ └── tokenization_esm.py │ │ │ ├── flaubert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_flaubert.py │ │ │ │ ├── modeling_flaubert.py │ │ │ │ ├── modeling_tf_flaubert.py │ │ │ │ └── tokenization_flaubert.py │ │ │ ├── flava │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_flava.py │ │ │ │ ├── convert_dalle_to_flava_codebook.py │ │ │ │ ├── convert_flava_original_pytorch_to_hf.py │ │ │ │ ├── feature_extraction_flava.py │ │ │ │ ├── image_processing_flava.py │ │ │ │ ├── modeling_flava.py │ │ │ │ └── processing_flava.py │ │ │ ├── fnet │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_fnet.py │ │ │ │ ├── convert_fnet_original_flax_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_fnet.py │ │ │ │ ├── tokenization_fnet.py │ │ │ │ └── tokenization_fnet_fast.py │ │ │ ├── fsmt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_fsmt.cpython-38.pyc │ │ │ │ ├── configuration_fsmt.py │ │ │ │ ├── convert_fsmt_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_fsmt.py │ │ │ │ └── tokenization_fsmt.py │ │ │ ├── funnel │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_funnel.py │ │ │ │ ├── convert_funnel_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_funnel.py │ │ │ │ ├── modeling_tf_funnel.py │ │ │ │ ├── tokenization_funnel.py │ │ │ │ └── tokenization_funnel_fast.py │ │ │ ├── git │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_git.cpython-38.pyc │ │ │ │ ├── configuration_git.py │ │ │ │ ├── convert_git_to_pytorch.py │ │ │ │ ├── modeling_git.py │ │ │ │ └── processing_git.py │ │ │ ├── glpn │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_glpn.py │ │ │ │ ├── convert_glpn_to_pytorch.py │ │ │ │ ├── feature_extraction_glpn.py │ │ │ │ ├── image_processing_glpn.py │ │ │ │ └── modeling_glpn.py │ │ │ ├── gpt2 │ │ │ │ ├── CONVERSION.md │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_gpt2.cpython-38.pyc │ │ │ │ ├── configuration_gpt2.py │ │ │ │ ├── convert_gpt2_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_flax_gpt2.py │ │ │ │ ├── modeling_gpt2.py │ │ │ │ ├── modeling_tf_gpt2.py │ │ │ │ ├── tokenization_gpt2.py │ │ │ │ ├── tokenization_gpt2_fast.py │ │ │ │ └── tokenization_gpt2_tf.py │ │ │ ├── gpt_neo │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_gpt_neo.cpython-38.pyc │ │ │ │ ├── configuration_gpt_neo.py │ │ │ │ ├── convert_gpt_neo_mesh_tf_to_pytorch.py │ │ │ │ ├── modeling_flax_gpt_neo.py │ │ │ │ └── modeling_gpt_neo.py │ │ │ ├── gpt_neox │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_gpt_neox.cpython-38.pyc │ │ │ │ ├── configuration_gpt_neox.py │ │ │ │ ├── modeling_gpt_neox.py │ │ │ │ └── tokenization_gpt_neox_fast.py │ │ │ ├── gpt_neox_japanese │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_gpt_neox_japanese.cpython-38.pyc │ │ │ │ ├── configuration_gpt_neox_japanese.py │ │ │ │ ├── modeling_gpt_neox_japanese.py │ │ │ │ └── tokenization_gpt_neox_japanese.py │ │ │ ├── gpt_sw3 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── convert_megatron_to_pytorch.py │ │ │ │ └── tokenization_gpt_sw3.py │ │ │ ├── gptj │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_gptj.cpython-38.pyc │ │ │ │ ├── configuration_gptj.py │ │ │ │ ├── modeling_flax_gptj.py │ │ │ │ ├── modeling_gptj.py │ │ │ │ └── modeling_tf_gptj.py │ │ │ ├── gptsan_japanese │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_gptsan_japanese.cpython-38.pyc │ │ │ │ ├── configuration_gptsan_japanese.py │ │ │ │ ├── convert_gptsan_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_gptsan_japanese.py │ │ │ │ └── tokenization_gptsan_japanese.py │ │ │ ├── graphormer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── algos_graphormer.pyx │ │ │ │ ├── collating_graphormer.py │ │ │ │ ├── configuration_graphormer.py │ │ │ │ └── modeling_graphormer.py │ │ │ ├── groupvit │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_groupvit.py │ │ │ │ ├── convert_groupvit_nvlab_to_hf.py │ │ │ │ ├── modeling_groupvit.py │ │ │ │ └── modeling_tf_groupvit.py │ │ │ ├── herbert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── tokenization_herbert.py │ │ │ │ └── tokenization_herbert_fast.py │ │ │ ├── hubert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_hubert.py │ │ │ │ ├── convert_distilhubert_original_s3prl_checkpoint_to_pytorch.py │ │ │ │ ├── convert_hubert_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── convert_hubert_original_s3prl_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_hubert.py │ │ │ │ └── modeling_tf_hubert.py │ │ │ ├── ibert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_ibert.py │ │ │ │ ├── modeling_ibert.py │ │ │ │ └── quant_modules.py │ │ │ ├── imagegpt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_imagegpt.py │ │ │ │ ├── convert_imagegpt_original_tf2_to_pytorch.py │ │ │ │ ├── feature_extraction_imagegpt.py │ │ │ │ ├── image_processing_imagegpt.py │ │ │ │ └── modeling_imagegpt.py │ │ │ ├── informer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_informer.py │ │ │ │ └── modeling_informer.py │ │ │ ├── jukebox │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_jukebox.py │ │ │ │ ├── convert_jukebox.py │ │ │ │ ├── modeling_jukebox.py │ │ │ │ └── tokenization_jukebox.py │ │ │ ├── layoutlm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_layoutlm.py │ │ │ │ ├── modeling_layoutlm.py │ │ │ │ ├── modeling_tf_layoutlm.py │ │ │ │ ├── tokenization_layoutlm.py │ │ │ │ └── tokenization_layoutlm_fast.py │ │ │ ├── layoutlmv2 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_layoutlmv2.py │ │ │ │ ├── feature_extraction_layoutlmv2.py │ │ │ │ ├── image_processing_layoutlmv2.py │ │ │ │ ├── modeling_layoutlmv2.py │ │ │ │ ├── processing_layoutlmv2.py │ │ │ │ ├── tokenization_layoutlmv2.py │ │ │ │ └── tokenization_layoutlmv2_fast.py │ │ │ ├── layoutlmv3 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_layoutlmv3.py │ │ │ │ ├── feature_extraction_layoutlmv3.py │ │ │ │ ├── image_processing_layoutlmv3.py │ │ │ │ ├── modeling_layoutlmv3.py │ │ │ │ ├── modeling_tf_layoutlmv3.py │ │ │ │ ├── processing_layoutlmv3.py │ │ │ │ ├── tokenization_layoutlmv3.py │ │ │ │ └── tokenization_layoutlmv3_fast.py │ │ │ ├── layoutxlm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── processing_layoutxlm.py │ │ │ │ ├── tokenization_layoutxlm.py │ │ │ │ └── tokenization_layoutxlm_fast.py │ │ │ ├── led │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_led.cpython-38.pyc │ │ │ │ ├── configuration_led.py │ │ │ │ ├── modeling_led.py │ │ │ │ ├── modeling_tf_led.py │ │ │ │ ├── tokenization_led.py │ │ │ │ └── tokenization_led_fast.py │ │ │ ├── levit │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_levit.py │ │ │ │ ├── convert_levit_timm_to_pytorch.py │ │ │ │ ├── feature_extraction_levit.py │ │ │ │ ├── image_processing_levit.py │ │ │ │ └── modeling_levit.py │ │ │ ├── lilt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_lilt.py │ │ │ │ └── modeling_lilt.py │ │ │ ├── llama │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── configuration_llama.cpython-38.pyc │ │ │ │ │ ├── modeling_llama.cpython-38.pyc │ │ │ │ │ └── tokenization_llama.cpython-38.pyc │ │ │ │ ├── configuration_llama.py │ │ │ │ ├── convert_llama_weights_to_hf.py │ │ │ │ ├── modeling_llama.py │ │ │ │ └── tokenization_llama.py │ │ │ ├── longformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_longformer.py │ │ │ │ ├── convert_longformer_original_pytorch_lightning_to_pytorch.py │ │ │ │ ├── modeling_longformer.py │ │ │ │ ├── modeling_tf_longformer.py │ │ │ │ ├── tokenization_longformer.py │ │ │ │ └── tokenization_longformer_fast.py │ │ │ ├── longt5 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_longt5.cpython-38.pyc │ │ │ │ ├── configuration_longt5.py │ │ │ │ ├── convert_longt5x_checkpoint_to_flax.py │ │ │ │ ├── modeling_flax_longt5.py │ │ │ │ └── modeling_longt5.py │ │ │ ├── luke │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_luke.py │ │ │ │ ├── convert_luke_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_luke.py │ │ │ │ └── tokenization_luke.py │ │ │ ├── lxmert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_lxmert.py │ │ │ │ ├── convert_lxmert_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_lxmert.py │ │ │ │ ├── modeling_tf_lxmert.py │ │ │ │ ├── tokenization_lxmert.py │ │ │ │ └── tokenization_lxmert_fast.py │ │ │ ├── m2m_100 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_m2m_100.cpython-38.pyc │ │ │ │ ├── configuration_m2m_100.py │ │ │ │ ├── convert_m2m100_original_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_m2m_100.py │ │ │ │ └── tokenization_m2m_100.py │ │ │ ├── marian │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_marian.cpython-38.pyc │ │ │ │ ├── configuration_marian.py │ │ │ │ ├── convert_marian_tatoeba_to_pytorch.py │ │ │ │ ├── convert_marian_to_pytorch.py │ │ │ │ ├── modeling_flax_marian.py │ │ │ │ ├── modeling_marian.py │ │ │ │ ├── modeling_tf_marian.py │ │ │ │ └── tokenization_marian.py │ │ │ ├── markuplm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_markuplm.py │ │ │ │ ├── feature_extraction_markuplm.py │ │ │ │ ├── modeling_markuplm.py │ │ │ │ ├── processing_markuplm.py │ │ │ │ ├── tokenization_markuplm.py │ │ │ │ └── tokenization_markuplm_fast.py │ │ │ ├── mask2former │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_mask2former.py │ │ │ │ ├── convert_mask2former_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── image_processing_mask2former.py │ │ │ │ └── modeling_mask2former.py │ │ │ ├── maskformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_maskformer.py │ │ │ │ ├── configuration_maskformer_swin.py │ │ │ │ ├── convert_maskformer_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── convert_maskformer_resnet_to_pytorch.py │ │ │ │ ├── convert_maskformer_swin_to_pytorch.py │ │ │ │ ├── feature_extraction_maskformer.py │ │ │ │ ├── image_processing_maskformer.py │ │ │ │ ├── modeling_maskformer.py │ │ │ │ └── modeling_maskformer_swin.py │ │ │ ├── mbart │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── configuration_mbart.cpython-38.pyc │ │ │ │ │ ├── tokenization_mbart.cpython-38.pyc │ │ │ │ │ └── tokenization_mbart_fast.cpython-38.pyc │ │ │ │ ├── configuration_mbart.py │ │ │ │ ├── convert_mbart_original_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_flax_mbart.py │ │ │ │ ├── modeling_mbart.py │ │ │ │ ├── modeling_tf_mbart.py │ │ │ │ ├── tokenization_mbart.py │ │ │ │ └── tokenization_mbart_fast.py │ │ │ ├── mbart50 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── tokenization_mbart50.py │ │ │ │ └── tokenization_mbart50_fast.py │ │ │ ├── mctct │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_mctct.py │ │ │ │ ├── feature_extraction_mctct.py │ │ │ │ ├── modeling_mctct.py │ │ │ │ └── processing_mctct.py │ │ │ ├── mega │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_mega.cpython-38.pyc │ │ │ │ ├── configuration_mega.py │ │ │ │ ├── convert_mega_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_mega.py │ │ │ ├── megatron_bert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_megatron_bert.cpython-38.pyc │ │ │ │ ├── configuration_megatron_bert.py │ │ │ │ ├── convert_megatron_bert_checkpoint.py │ │ │ │ └── modeling_megatron_bert.py │ │ │ ├── megatron_gpt2 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── checkpoint_reshaping_and_interoperability.py │ │ │ │ └── convert_megatron_gpt2_checkpoint.py │ │ │ ├── mgp_str │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_mgp_str.py │ │ │ │ ├── modeling_mgp_str.py │ │ │ │ ├── processing_mgp_str.py │ │ │ │ └── tokenization_mgp_str.py │ │ │ ├── mluke │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── convert_mluke_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── tokenization_mluke.py │ │ │ ├── mmbt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_mmbt.py │ │ │ │ └── modeling_mmbt.py │ │ │ ├── mobilebert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_mobilebert.py │ │ │ │ ├── convert_mobilebert_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_mobilebert.py │ │ │ │ ├── modeling_tf_mobilebert.py │ │ │ │ ├── tokenization_mobilebert.py │ │ │ │ └── tokenization_mobilebert_fast.py │ │ │ ├── mobilenet_v1 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_mobilenet_v1.py │ │ │ │ ├── convert_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── feature_extraction_mobilenet_v1.py │ │ │ │ ├── image_processing_mobilenet_v1.py │ │ │ │ └── modeling_mobilenet_v1.py │ │ │ ├── mobilenet_v2 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_mobilenet_v2.py │ │ │ │ ├── convert_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── feature_extraction_mobilenet_v2.py │ │ │ │ ├── image_processing_mobilenet_v2.py │ │ │ │ └── modeling_mobilenet_v2.py │ │ │ ├── mobilevit │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_mobilevit.py │ │ │ │ ├── convert_mlcvnets_to_pytorch.py │ │ │ │ ├── feature_extraction_mobilevit.py │ │ │ │ ├── image_processing_mobilevit.py │ │ │ │ ├── modeling_mobilevit.py │ │ │ │ └── modeling_tf_mobilevit.py │ │ │ ├── mpnet │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_mpnet.py │ │ │ │ ├── modeling_mpnet.py │ │ │ │ ├── modeling_tf_mpnet.py │ │ │ │ ├── tokenization_mpnet.py │ │ │ │ └── tokenization_mpnet_fast.py │ │ │ ├── mt5 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── configuration_mt5.cpython-38.pyc │ │ │ │ │ └── modeling_mt5.cpython-38.pyc │ │ │ │ ├── configuration_mt5.py │ │ │ │ ├── modeling_flax_mt5.py │ │ │ │ ├── modeling_mt5.py │ │ │ │ └── modeling_tf_mt5.py │ │ │ ├── mvp │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_mvp.cpython-38.pyc │ │ │ │ ├── configuration_mvp.py │ │ │ │ ├── modeling_mvp.py │ │ │ │ ├── tokenization_mvp.py │ │ │ │ └── tokenization_mvp_fast.py │ │ │ ├── nat │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_nat.py │ │ │ │ └── modeling_nat.py │ │ │ ├── nezha │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_nezha.py │ │ │ │ └── modeling_nezha.py │ │ │ ├── nllb │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── tokenization_nllb.py │ │ │ │ └── tokenization_nllb_fast.py │ │ │ ├── nllb_moe │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_nllb_moe.cpython-38.pyc │ │ │ │ ├── configuration_nllb_moe.py │ │ │ │ ├── convert_nllb_moe_sharded_original_checkpoint_to_pytorch.py │ │ │ │ └── modeling_nllb_moe.py │ │ │ ├── nystromformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_nystromformer.py │ │ │ │ ├── convert_nystromformer_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_nystromformer.py │ │ │ ├── oneformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_oneformer.py │ │ │ │ ├── convert_to_hf_oneformer.py │ │ │ │ ├── image_processing_oneformer.py │ │ │ │ ├── modeling_oneformer.py │ │ │ │ └── processing_oneformer.py │ │ │ ├── openai │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_openai.cpython-38.pyc │ │ │ │ ├── configuration_openai.py │ │ │ │ ├── convert_openai_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_openai.py │ │ │ │ ├── modeling_tf_openai.py │ │ │ │ ├── tokenization_openai.py │ │ │ │ └── tokenization_openai_fast.py │ │ │ ├── opt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_opt.cpython-38.pyc │ │ │ │ ├── configuration_opt.py │ │ │ │ ├── convert_opt_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_flax_opt.py │ │ │ │ ├── modeling_opt.py │ │ │ │ └── modeling_tf_opt.py │ │ │ ├── owlvit │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_owlvit.py │ │ │ │ ├── convert_owlvit_original_flax_to_hf.py │ │ │ │ ├── feature_extraction_owlvit.py │ │ │ │ ├── image_processing_owlvit.py │ │ │ │ ├── modeling_owlvit.py │ │ │ │ └── processing_owlvit.py │ │ │ ├── pegasus │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_pegasus.cpython-38.pyc │ │ │ │ ├── configuration_pegasus.py │ │ │ │ ├── convert_pegasus_tf_to_pytorch.py │ │ │ │ ├── modeling_flax_pegasus.py │ │ │ │ ├── modeling_pegasus.py │ │ │ │ ├── modeling_tf_pegasus.py │ │ │ │ ├── tokenization_pegasus.py │ │ │ │ └── tokenization_pegasus_fast.py │ │ │ ├── pegasus_x │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_pegasus_x.cpython-38.pyc │ │ │ │ ├── configuration_pegasus_x.py │ │ │ │ └── modeling_pegasus_x.py │ │ │ ├── perceiver │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_perceiver.py │ │ │ │ ├── convert_perceiver_haiku_to_pytorch.py │ │ │ │ ├── feature_extraction_perceiver.py │ │ │ │ ├── image_processing_perceiver.py │ │ │ │ ├── modeling_perceiver.py │ │ │ │ └── tokenization_perceiver.py │ │ │ ├── phobert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── tokenization_phobert.py │ │ │ ├── pix2struct │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_pix2struct.py │ │ │ │ ├── convert_pix2struct_original_pytorch_to_hf.py │ │ │ │ ├── image_processing_pix2struct.py │ │ │ │ ├── modeling_pix2struct.py │ │ │ │ └── processing_pix2struct.py │ │ │ ├── plbart │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_plbart.cpython-38.pyc │ │ │ │ ├── configuration_plbart.py │ │ │ │ ├── convert_plbart_original_checkpoint_to_torch.py │ │ │ │ ├── modeling_plbart.py │ │ │ │ └── tokenization_plbart.py │ │ │ ├── poolformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_poolformer.py │ │ │ │ ├── convert_poolformer_original_to_pytorch.py │ │ │ │ ├── feature_extraction_poolformer.py │ │ │ │ ├── image_processing_poolformer.py │ │ │ │ └── modeling_poolformer.py │ │ │ ├── prophetnet │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_prophetnet.cpython-38.pyc │ │ │ │ ├── configuration_prophetnet.py │ │ │ │ ├── convert_prophetnet_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_prophetnet.py │ │ │ │ └── tokenization_prophetnet.py │ │ │ ├── qdqbert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_qdqbert.cpython-38.pyc │ │ │ │ ├── configuration_qdqbert.py │ │ │ │ └── modeling_qdqbert.py │ │ │ ├── rag │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_rag.py │ │ │ │ ├── modeling_rag.py │ │ │ │ ├── modeling_tf_rag.py │ │ │ │ ├── retrieval_rag.py │ │ │ │ └── tokenization_rag.py │ │ │ ├── realm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_realm.py │ │ │ │ ├── modeling_realm.py │ │ │ │ ├── retrieval_realm.py │ │ │ │ ├── tokenization_realm.py │ │ │ │ └── tokenization_realm_fast.py │ │ │ ├── reformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_reformer.cpython-38.pyc │ │ │ │ ├── configuration_reformer.py │ │ │ │ ├── convert_reformer_trax_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_reformer.py │ │ │ │ ├── tokenization_reformer.py │ │ │ │ └── tokenization_reformer_fast.py │ │ │ ├── regnet │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_regnet.py │ │ │ │ ├── convert_regnet_seer_10b_to_pytorch.py │ │ │ │ ├── convert_regnet_to_pytorch.py │ │ │ │ ├── modeling_regnet.py │ │ │ │ └── modeling_tf_regnet.py │ │ │ ├── rembert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_rembert.cpython-38.pyc │ │ │ │ ├── configuration_rembert.py │ │ │ │ ├── convert_rembert_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_rembert.py │ │ │ │ ├── modeling_tf_rembert.py │ │ │ │ ├── tokenization_rembert.py │ │ │ │ └── tokenization_rembert_fast.py │ │ │ ├── resnet │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_resnet.py │ │ │ │ ├── convert_resnet_to_pytorch.py │ │ │ │ ├── modeling_flax_resnet.py │ │ │ │ ├── modeling_resnet.py │ │ │ │ └── modeling_tf_resnet.py │ │ │ ├── retribert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_retribert.py │ │ │ │ ├── modeling_retribert.py │ │ │ │ ├── tokenization_retribert.py │ │ │ │ └── tokenization_retribert_fast.py │ │ │ ├── roberta │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_roberta.cpython-38.pyc │ │ │ │ ├── configuration_roberta.py │ │ │ │ ├── convert_roberta_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_flax_roberta.py │ │ │ │ ├── modeling_roberta.py │ │ │ │ ├── modeling_tf_roberta.py │ │ │ │ ├── tokenization_roberta.py │ │ │ │ └── tokenization_roberta_fast.py │ │ │ ├── roberta_prelayernorm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_roberta_prelayernorm.cpython-38.pyc │ │ │ │ ├── configuration_roberta_prelayernorm.py │ │ │ │ ├── convert_roberta_prelayernorm_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_flax_roberta_prelayernorm.py │ │ │ │ ├── modeling_roberta_prelayernorm.py │ │ │ │ └── modeling_tf_roberta_prelayernorm.py │ │ │ ├── roc_bert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_roc_bert.cpython-38.pyc │ │ │ │ ├── configuration_roc_bert.py │ │ │ │ ├── modeling_roc_bert.py │ │ │ │ └── tokenization_roc_bert.py │ │ │ ├── roformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_roformer.cpython-38.pyc │ │ │ │ ├── configuration_roformer.py │ │ │ │ ├── convert_roformer_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_flax_roformer.py │ │ │ │ ├── modeling_roformer.py │ │ │ │ ├── modeling_tf_roformer.py │ │ │ │ ├── tokenization_roformer.py │ │ │ │ ├── tokenization_roformer_fast.py │ │ │ │ └── tokenization_utils.py │ │ │ ├── segformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_segformer.py │ │ │ │ ├── convert_segformer_original_to_pytorch.py │ │ │ │ ├── feature_extraction_segformer.py │ │ │ │ ├── image_processing_segformer.py │ │ │ │ ├── modeling_segformer.py │ │ │ │ └── modeling_tf_segformer.py │ │ │ ├── sew │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_sew.py │ │ │ │ ├── convert_sew_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_sew.py │ │ │ ├── sew_d │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_sew_d.py │ │ │ │ ├── convert_sew_d_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_sew_d.py │ │ │ ├── speech_encoder_decoder │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_speech_encoder_decoder.py │ │ │ │ ├── convert_mbart_wav2vec2_seq2seq_original_to_pytorch.py │ │ │ │ ├── convert_speech_to_text_wav2vec2_seq2seq_original_to_pytorch.py │ │ │ │ ├── modeling_flax_speech_encoder_decoder.py │ │ │ │ └── modeling_speech_encoder_decoder.py │ │ │ ├── speech_to_text │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_speech_to_text.py │ │ │ │ ├── convert_s2t_fairseq_to_tfms.py │ │ │ │ ├── feature_extraction_speech_to_text.py │ │ │ │ ├── modeling_speech_to_text.py │ │ │ │ ├── modeling_tf_speech_to_text.py │ │ │ │ ├── processing_speech_to_text.py │ │ │ │ └── tokenization_speech_to_text.py │ │ │ ├── speech_to_text_2 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_speech_to_text_2.cpython-38.pyc │ │ │ │ ├── configuration_speech_to_text_2.py │ │ │ │ ├── modeling_speech_to_text_2.py │ │ │ │ ├── processing_speech_to_text_2.py │ │ │ │ └── tokenization_speech_to_text_2.py │ │ │ ├── speecht5 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_speecht5.py │ │ │ │ ├── convert_hifigan.py │ │ │ │ ├── convert_speecht5_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── feature_extraction_speecht5.py │ │ │ │ ├── modeling_speecht5.py │ │ │ │ ├── processing_speecht5.py │ │ │ │ └── tokenization_speecht5.py │ │ │ ├── splinter │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_splinter.py │ │ │ │ ├── modeling_splinter.py │ │ │ │ ├── tokenization_splinter.py │ │ │ │ └── tokenization_splinter_fast.py │ │ │ ├── squeezebert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_squeezebert.py │ │ │ │ ├── modeling_squeezebert.py │ │ │ │ ├── tokenization_squeezebert.py │ │ │ │ └── tokenization_squeezebert_fast.py │ │ │ ├── swin │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_swin.py │ │ │ │ ├── convert_swin_simmim_to_pytorch.py │ │ │ │ ├── convert_swin_timm_to_pytorch.py │ │ │ │ ├── modeling_swin.py │ │ │ │ └── modeling_tf_swin.py │ │ │ ├── swin2sr │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_swin2sr.py │ │ │ │ ├── convert_swin2sr_original_to_pytorch.py │ │ │ │ ├── image_processing_swin2sr.py │ │ │ │ └── modeling_swin2sr.py │ │ │ ├── swinv2 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_swinv2.py │ │ │ │ ├── convert_swinv2_timm_to_pytorch.py │ │ │ │ └── modeling_swinv2.py │ │ │ ├── switch_transformers │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_switch_transformers.cpython-38.pyc │ │ │ │ ├── configuration_switch_transformers.py │ │ │ │ ├── convert_big_switch.py │ │ │ │ ├── convert_switch_transformers_original_flax_checkpoint_to_pytorch.py │ │ │ │ └── modeling_switch_transformers.py │ │ │ ├── t5 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ ├── configuration_t5.cpython-38.pyc │ │ │ │ │ ├── modeling_t5.cpython-38.pyc │ │ │ │ │ ├── tokenization_t5.cpython-38.pyc │ │ │ │ │ └── tokenization_t5_fast.cpython-38.pyc │ │ │ │ ├── configuration_t5.py │ │ │ │ ├── convert_t5_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── convert_t5x_checkpoint_to_flax.py │ │ │ │ ├── convert_t5x_checkpoint_to_pytorch.py │ │ │ │ ├── download_from_gcp.sh │ │ │ │ ├── modeling_flax_t5.py │ │ │ │ ├── modeling_t5.py │ │ │ │ ├── modeling_tf_t5.py │ │ │ │ ├── tokenization_t5.py │ │ │ │ └── tokenization_t5_fast.py │ │ │ ├── table_transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_table_transformer.py │ │ │ │ ├── convert_table_transformer_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_table_transformer.py │ │ │ ├── tapas │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_tapas.py │ │ │ │ ├── convert_tapas_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_tapas.py │ │ │ │ ├── modeling_tf_tapas.py │ │ │ │ └── tokenization_tapas.py │ │ │ ├── tapex │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── tokenization_tapex.py │ │ │ ├── time_series_transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_time_series_transformer.py │ │ │ │ └── modeling_time_series_transformer.py │ │ │ ├── timesformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_timesformer.py │ │ │ │ ├── convert_timesformer_to_pytorch.py │ │ │ │ └── modeling_timesformer.py │ │ │ ├── trajectory_transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_trajectory_transformer.py │ │ │ │ ├── convert_trajectory_transformer_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_trajectory_transformer.py │ │ │ ├── transfo_xl │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_transfo_xl.cpython-38.pyc │ │ │ │ ├── configuration_transfo_xl.py │ │ │ │ ├── convert_transfo_xl_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_tf_transfo_xl.py │ │ │ │ ├── modeling_tf_transfo_xl_utilities.py │ │ │ │ ├── modeling_transfo_xl.py │ │ │ │ ├── modeling_transfo_xl_utilities.py │ │ │ │ └── tokenization_transfo_xl.py │ │ │ ├── trocr │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_trocr.cpython-38.pyc │ │ │ │ ├── configuration_trocr.py │ │ │ │ ├── convert_trocr_unilm_to_pytorch.py │ │ │ │ ├── modeling_trocr.py │ │ │ │ └── processing_trocr.py │ │ │ ├── tvlt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_tvlt.py │ │ │ │ ├── feature_extraction_tvlt.py │ │ │ │ ├── image_processing_tvlt.py │ │ │ │ ├── modeling_tvlt.py │ │ │ │ └── processing_tvlt.py │ │ │ ├── unispeech │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_unispeech.py │ │ │ │ ├── convert_unispeech_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_unispeech.py │ │ │ ├── unispeech_sat │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_unispeech_sat.py │ │ │ │ ├── convert_unispeech_original_s3prl_checkpoint_to_pytorch.py │ │ │ │ ├── convert_unispeech_sat_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_unispeech_sat.py │ │ │ ├── upernet │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_upernet.py │ │ │ │ ├── convert_convnext_upernet_to_pytorch.py │ │ │ │ ├── convert_swin_upernet_to_pytorch.py │ │ │ │ └── modeling_upernet.py │ │ │ ├── van │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_van.py │ │ │ │ ├── convert_van_to_pytorch.py │ │ │ │ └── modeling_van.py │ │ │ ├── videomae │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_videomae.py │ │ │ │ ├── convert_videomae_to_pytorch.py │ │ │ │ ├── feature_extraction_videomae.py │ │ │ │ ├── image_processing_videomae.py │ │ │ │ └── modeling_videomae.py │ │ │ ├── vilt │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_vilt.py │ │ │ │ ├── convert_vilt_original_to_pytorch.py │ │ │ │ ├── feature_extraction_vilt.py │ │ │ │ ├── image_processing_vilt.py │ │ │ │ ├── modeling_vilt.py │ │ │ │ └── processing_vilt.py │ │ │ ├── vision_encoder_decoder │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_vision_encoder_decoder.py │ │ │ │ ├── modeling_flax_vision_encoder_decoder.py │ │ │ │ ├── modeling_tf_vision_encoder_decoder.py │ │ │ │ └── modeling_vision_encoder_decoder.py │ │ │ ├── vision_text_dual_encoder │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_vision_text_dual_encoder.py │ │ │ │ ├── modeling_flax_vision_text_dual_encoder.py │ │ │ │ ├── modeling_tf_vision_text_dual_encoder.py │ │ │ │ ├── modeling_vision_text_dual_encoder.py │ │ │ │ └── processing_vision_text_dual_encoder.py │ │ │ ├── visual_bert │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_visual_bert.py │ │ │ │ ├── convert_visual_bert_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_visual_bert.py │ │ │ ├── vit │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_vit.py │ │ │ │ ├── convert_dino_to_pytorch.py │ │ │ │ ├── convert_vit_timm_to_pytorch.py │ │ │ │ ├── feature_extraction_vit.py │ │ │ │ ├── image_processing_vit.py │ │ │ │ ├── modeling_flax_vit.py │ │ │ │ ├── modeling_tf_vit.py │ │ │ │ └── modeling_vit.py │ │ │ ├── vit_hybrid │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_vit_hybrid.py │ │ │ │ ├── convert_vit_hybrid_timm_to_pytorch.py │ │ │ │ ├── image_processing_vit_hybrid.py │ │ │ │ └── modeling_vit_hybrid.py │ │ │ ├── vit_mae │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_vit_mae.py │ │ │ │ ├── convert_vit_mae_to_pytorch.py │ │ │ │ ├── modeling_tf_vit_mae.py │ │ │ │ └── modeling_vit_mae.py │ │ │ ├── vit_msn │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_vit_msn.py │ │ │ │ ├── convert_msn_to_pytorch.py │ │ │ │ └── modeling_vit_msn.py │ │ │ ├── wav2vec2 │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_wav2vec2.py │ │ │ │ ├── convert_wav2vec2_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── convert_wav2vec2_original_s3prl_checkpoint_to_pytorch.py │ │ │ │ ├── feature_extraction_wav2vec2.py │ │ │ │ ├── modeling_flax_wav2vec2.py │ │ │ │ ├── modeling_tf_wav2vec2.py │ │ │ │ ├── modeling_wav2vec2.py │ │ │ │ ├── processing_wav2vec2.py │ │ │ │ └── tokenization_wav2vec2.py │ │ │ ├── wav2vec2_conformer │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_wav2vec2_conformer.py │ │ │ │ ├── convert_wav2vec2_conformer_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_wav2vec2_conformer.py │ │ │ ├── wav2vec2_phoneme │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── tokenization_wav2vec2_phoneme.py │ │ │ ├── wav2vec2_with_lm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ └── processing_wav2vec2_with_lm.py │ │ │ ├── wavlm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_wavlm.py │ │ │ │ ├── convert_wavlm_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── convert_wavlm_original_s3prl_checkpoint_to_pytorch.py │ │ │ │ └── modeling_wavlm.py │ │ │ ├── whisper │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_whisper.py │ │ │ │ ├── convert_openai_to_hf.py │ │ │ │ ├── english_normalizer.py │ │ │ │ ├── feature_extraction_whisper.py │ │ │ │ ├── modeling_flax_whisper.py │ │ │ │ ├── modeling_tf_whisper.py │ │ │ │ ├── modeling_whisper.py │ │ │ │ ├── processing_whisper.py │ │ │ │ ├── tokenization_whisper.py │ │ │ │ └── tokenization_whisper_fast.py │ │ │ ├── x_clip │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_x_clip.py │ │ │ │ ├── convert_x_clip_original_pytorch_to_hf.py │ │ │ │ ├── modeling_x_clip.py │ │ │ │ └── processing_x_clip.py │ │ │ ├── xglm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_xglm.cpython-38.pyc │ │ │ │ ├── configuration_xglm.py │ │ │ │ ├── convert_xglm_original_ckpt_to_trfms.py │ │ │ │ ├── modeling_flax_xglm.py │ │ │ │ ├── modeling_tf_xglm.py │ │ │ │ ├── modeling_xglm.py │ │ │ │ ├── tokenization_xglm.py │ │ │ │ └── tokenization_xglm_fast.py │ │ │ ├── xlm │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_xlm.cpython-38.pyc │ │ │ │ ├── configuration_xlm.py │ │ │ │ ├── convert_xlm_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_tf_xlm.py │ │ │ │ ├── modeling_xlm.py │ │ │ │ └── tokenization_xlm.py │ │ │ ├── xlm_prophetnet │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_xlm_prophetnet.cpython-38.pyc │ │ │ │ ├── configuration_xlm_prophetnet.py │ │ │ │ ├── modeling_xlm_prophetnet.py │ │ │ │ └── tokenization_xlm_prophetnet.py │ │ │ ├── xlm_roberta │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_xlm_roberta.cpython-38.pyc │ │ │ │ ├── configuration_xlm_roberta.py │ │ │ │ ├── modeling_flax_xlm_roberta.py │ │ │ │ ├── modeling_tf_xlm_roberta.py │ │ │ │ ├── modeling_xlm_roberta.py │ │ │ │ ├── tokenization_xlm_roberta.py │ │ │ │ └── tokenization_xlm_roberta_fast.py │ │ │ ├── xlm_roberta_xl │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_xlm_roberta_xl.cpython-38.pyc │ │ │ │ ├── configuration_xlm_roberta_xl.py │ │ │ │ ├── convert_xlm_roberta_xl_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_xlm_roberta_xl.py │ │ │ ├── xlnet │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_xlnet.cpython-38.pyc │ │ │ │ ├── configuration_xlnet.py │ │ │ │ ├── convert_xlnet_original_tf_checkpoint_to_pytorch.py │ │ │ │ ├── modeling_tf_xlnet.py │ │ │ │ ├── modeling_xlnet.py │ │ │ │ ├── tokenization_xlnet.py │ │ │ │ └── tokenization_xlnet_fast.py │ │ │ ├── xmod │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ │ └── configuration_xmod.cpython-38.pyc │ │ │ │ ├── configuration_xmod.py │ │ │ │ ├── convert_xmod_original_pytorch_checkpoint_to_pytorch.py │ │ │ │ └── modeling_xmod.py │ │ │ ├── yolos │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── configuration_yolos.py │ │ │ │ ├── convert_yolos_to_pytorch.py │ │ │ │ ├── feature_extraction_yolos.py │ │ │ │ ├── image_processing_yolos.py │ │ │ │ └── modeling_yolos.py │ │ │ └── yoso │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ └── __init__.cpython-38.pyc │ │ │ │ ├── common.h │ │ │ │ ├── common_cuda.h │ │ │ │ ├── common_cuda_device.h │ │ │ │ ├── configuration_yoso.py │ │ │ │ ├── convert_yoso_pytorch_to_pytorch.py │ │ │ │ ├── fast_lsh_cumulation.cu │ │ │ │ ├── fast_lsh_cumulation.h │ │ │ │ ├── fast_lsh_cumulation_cuda.cu │ │ │ │ ├── fast_lsh_cumulation_cuda.h │ │ │ │ ├── fast_lsh_cumulation_torch.cpp │ │ │ │ └── modeling_yoso.py │ │ ├── onnx │ │ │ ├── __init__.py │ │ │ ├── __main__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-38.pyc │ │ │ │ ├── config.cpython-38.pyc │ │ │ │ └── utils.cpython-38.pyc │ │ │ ├── config.py │ │ │ ├── convert.py │ │ │ ├── features.py │ │ │ └── utils.py │ │ ├── optimization.py │ │ ├── optimization_tf.py │ │ ├── pipelines │ │ │ ├── __init__.py │ │ │ ├── audio_classification.py │ │ │ ├── audio_utils.py │ │ │ ├── automatic_speech_recognition.py │ │ │ ├── base.py │ │ │ ├── conversational.py │ │ │ ├── depth_estimation.py │ │ │ ├── document_question_answering.py │ │ │ ├── feature_extraction.py │ │ │ ├── fill_mask.py │ │ │ ├── image_classification.py │ │ │ ├── image_segmentation.py │ │ │ ├── image_to_text.py │ │ │ ├── object_detection.py │ │ │ ├── pt_utils.py │ │ │ ├── question_answering.py │ │ │ ├── table_question_answering.py │ │ │ ├── text2text_generation.py │ │ │ ├── text_classification.py │ │ │ ├── text_generation.py │ │ │ ├── token_classification.py │ │ │ ├── video_classification.py │ │ │ ├── visual_question_answering.py │ │ │ ├── zero_shot_audio_classification.py │ │ │ ├── zero_shot_classification.py │ │ │ ├── zero_shot_image_classification.py │ │ │ └── zero_shot_object_detection.py │ │ ├── processing_utils.py │ │ ├── pytorch_utils.py │ │ ├── sagemaker │ │ │ ├── __init__.py │ │ │ ├── trainer_sm.py │ │ │ └── training_args_sm.py │ │ ├── testing_utils.py │ │ ├── tf_utils.py │ │ ├── time_series_utils.py │ │ ├── tokenization_utils.py │ │ ├── tokenization_utils_base.py │ │ ├── tokenization_utils_fast.py │ │ ├── trainer.py │ │ ├── trainer_callback.py │ │ ├── trainer_pt_utils.py │ │ ├── trainer_seq2seq.py │ │ ├── trainer_tf.py │ │ ├── trainer_utils.py │ │ ├── training_args.py │ │ ├── training_args_seq2seq.py │ │ ├── training_args_tf.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── constants.cpython-36.pyc │ │ │ ├── constants.cpython-38.pyc │ │ │ ├── doc.cpython-36.pyc │ │ │ ├── doc.cpython-38.pyc │ │ │ ├── dummy_flax_objects.cpython-38.pyc │ │ │ ├── dummy_keras_nlp_objects.cpython-38.pyc │ │ │ ├── dummy_sentencepiece_and_tokenizers_objects.cpython-38.pyc │ │ │ ├── dummy_sentencepiece_objects.cpython-38.pyc │ │ │ ├── dummy_speech_objects.cpython-38.pyc │ │ │ ├── dummy_tensorflow_text_objects.cpython-38.pyc │ │ │ ├── dummy_tf_objects.cpython-38.pyc │ │ │ ├── dummy_tokenizers_objects.cpython-38.pyc │ │ │ ├── generic.cpython-36.pyc │ │ │ ├── generic.cpython-38.pyc │ │ │ ├── hub.cpython-36.pyc │ │ │ ├── hub.cpython-38.pyc │ │ │ ├── import_utils.cpython-36.pyc │ │ │ ├── import_utils.cpython-38.pyc │ │ │ ├── logging.cpython-36.pyc │ │ │ ├── logging.cpython-38.pyc │ │ │ ├── model_parallel_utils.cpython-38.pyc │ │ │ ├── quantization_config.cpython-38.pyc │ │ │ ├── sentencepiece_model_pb2.cpython-38.pyc │ │ │ ├── versions.cpython-36.pyc │ │ │ └── versions.cpython-38.pyc │ │ │ ├── bitsandbytes.py │ │ │ ├── constants.py │ │ │ ├── doc.py │ │ │ ├── dummy_detectron2_objects.py │ │ │ ├── dummy_flax_objects.py │ │ │ ├── dummy_keras_nlp_objects.py │ │ │ ├── dummy_pt_objects.py │ │ │ ├── dummy_sentencepiece_and_tokenizers_objects.py │ │ │ ├── dummy_sentencepiece_objects.py │ │ │ ├── dummy_speech_objects.py │ │ │ ├── dummy_tensorflow_text_objects.py │ │ │ ├── dummy_tf_objects.py │ │ │ ├── dummy_tokenizers_objects.py │ │ │ ├── dummy_vision_objects.py │ │ │ ├── fx.py │ │ │ ├── generic.py │ │ │ ├── hp_naming.py │ │ │ ├── hub.py │ │ │ ├── import_utils.py │ │ │ ├── logging.py │ │ │ ├── model_parallel_utils.py │ │ │ ├── notebook.py │ │ │ ├── quantization_config.py │ │ │ ├── sentencepiece_model_pb2.py │ │ │ └── versions.py │ │ ├── utils_supervised.py │ │ ├── vicuna_utils.py │ │ ├── warm_start.py │ │ └── wikienv.py └── scripts │ ├── crowdworking_templates │ ├── likert │ │ ├── IMDB_sentiment_completion.html │ │ ├── IMDB_sentiment_completion_example_input.csv │ │ ├── commongen.html │ │ ├── commongen_example_input.csv │ │ ├── daily_dialogue.html │ │ ├── daily_dialogue_example_input.csv │ │ ├── summarization.html │ │ ├── summarization_example_input.csv │ │ ├── totto.html │ │ └── totto_example_input.csv │ └── pairwise │ │ ├── commongen_pairwise.html │ │ └── commongen_pairwise_example_input.csv │ ├── reward-modeling │ ├── evaluate_intent_classifier.py │ └── train_intent_classifier.py │ └── training │ ├── .DS_Store │ ├── task_configs │ ├── common_gen │ │ ├── t5_nlpo.yml │ │ ├── t5_nlpo_on_supervised.yml │ │ ├── t5_ppo.yml │ │ ├── t5_ppo_on_supervised.yml │ │ └── t5_supervised.yml │ ├── customized │ │ ├── .DS_Store │ │ ├── human_0618.yml │ │ ├── other_0610.yml │ │ ├── social_0615.yml │ │ ├── stem_0618.yml │ │ ├── t5_ambig_0525_con_v3.yml │ │ ├── t5_ambig_0525_v3.yml │ │ ├── t5_pop_0609_v3.yml │ │ ├── t5_pop_0610_v3.yml │ │ ├── t5_pop_0612_v3.yml │ │ ├── t5_ppo_0314_v2.yml │ │ └── t5_ppo_0314_v3.yml │ ├── dialog │ │ ├── gpt2_nlpo.yml │ │ ├── gpt2_nlpo_on_supervised.yml │ │ ├── gpt2_ppo.yml │ │ ├── gpt2_ppo_on_supervised.yml │ │ └── gpt2_supervised.yml │ ├── hotpot │ │ ├── flant5_ppo_0403_v3.yml │ │ ├── human_0618.yml │ │ ├── mt5_jec_v2.yml │ │ ├── mt5b_jec_v2.yml │ │ ├── other_0610.yml │ │ ├── rdt5_jec.yml │ │ ├── social_0615.yml │ │ ├── stem_0618.yml │ │ ├── t5_ambig_0525_con_v3.yml │ │ ├── t5_ambig_0525_v3.yml │ │ ├── t5_ambig_debug_v3.yml │ │ ├── t5_pop_0609_v3.yml │ │ ├── t5_pop_0610_v3.yml │ │ ├── t5_pop_0612_v3.yml │ │ ├── t5_ppo_0314_v2.yml │ │ └── t5_ppo_0314_v3.yml │ ├── imdb_text_continuation │ │ ├── gpt2_a2c.yml │ │ ├── gpt2_nlpo.yml │ │ ├── gpt2_nlpo_on_supervised.yml │ │ ├── gpt2_ppo.yml │ │ ├── gpt2_ppo_on_supervised.yml │ │ └── gpt2_supervised.yml │ ├── iwslt2017 │ │ ├── t5_nlpo.yml │ │ ├── t5_nlpo_on_supervised.yml │ │ ├── t5_ppo.yml │ │ ├── t5_ppo_on_supervised.yml │ │ └── t5_supervised.yml │ ├── narrative_qa │ │ ├── t5_nlpo.yml │ │ ├── t5_nlpo_on_supervised.yml │ │ ├── t5_ppo.yml │ │ └── t5_ppo_on_supervised.yml │ ├── summarization │ │ ├── t5_nlpo.yml │ │ ├── t5_nlpo_on_supervised.yml │ │ ├── t5_ppo.yml │ │ ├── t5_ppo_on_supervised.yml │ │ └── t5_supervised.yml │ ├── synthetic_generate_dates │ │ └── gpt2_ppo.yml │ ├── synthetic_generate_increasing_numbers │ │ ├── bart_ppo.yml │ │ ├── blendorbot_ppo.yml │ │ ├── gpt2_a2c.yml │ │ ├── gpt2_nlpo.yml │ │ ├── gpt2_ppo.yml │ │ ├── gpt2_trpo.yml │ │ ├── t5_nlpo.yml │ │ └── t5_ppo.yml │ ├── totto │ │ ├── t5_nlpo.yml │ │ ├── t5_nlpo_on_supervised.yml │ │ ├── t5_ppo.yml │ │ ├── t5_ppo_on_supervised.yml │ │ └── t5_supervised.yml │ └── tqa │ │ ├── debug.yml │ │ ├── t5_nlpo.yml │ │ ├── t5_nlpo_0320.yml │ │ ├── t5_nlpo_on_supervised.yml │ │ ├── t5_ppo.yml │ │ ├── t5_ppo_0314.yml │ │ ├── t5_ppo_0314_rv2.yml │ │ ├── t5_ppo_0314_v3.yml │ 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